ReviewMetabolism open2024
Deciphering the complex interplay of risk factors in type 2 diabetes mellitus: A comprehensive review.
Review in Metabolism open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
19 citing papers in PubMed.
- Risk of Diabetes Mellitus and Its Association with Cardiorespiratory Endurance in Zenú Indigenous People in Momil, Córdoba, Colombia.International journal of environmental research and public health · 2026Article
- Food-Derived Antidiabetic Peptides as Multi-Target Systemic Regulators: A Comprehensive Review of Sources, Preparation, Mechanisms and Future Perspectives.Foods (Basel, Switzerland) · 2026Review
- Adipose cellularity and long-term development of impaired glucose metabolism: Swedish cohort study from 1988 through 2016.EBioMedicine · 2026Article
- Evaluation of anti-hyperglycemic, hepatic gene-modulatory and tissue-protective effects of curcumin, curcumin-loaded zeolitic imidazolate framework-8, and metformin in zebrafish (Danio rerio).Journal of comparative physiology. B, Biochemical, systemic, and environmental physiology · 2026Article
- Distinct Gut Microbiota Signatures Characterize Glucoregulatory Effects of Prenatal Choline and Betaine in Wistar Rat Offspring.The Journal of nutrition · 2026Article
- Association between non-traditional lipid-inflammatory parameters and incident diabetes: a national prospective cohort study.BMC endocrine disorders · 2026Article
- Causal analysis of traditional and environmental risk factors for long-term development of type 2 diabetes using a conditional survival Bayesian network: evidence from the Korean Genome and Epidemiology Study.BMC public health · 2026Article
- Metformin Alone and in Combinations Alter the Methylation Patterns ofEndocrine, metabolic & immune disorders drug targets · 2026Article
- Identification of novel genomic variants in diabetic nephropathy patients using whole-exome sequencing: a pilot investigation.Frontiers in endocrinology · 2026Article
- Current Research in Fermented Foods: Bridging Tradition and Science.Advances in nutrition (Bethesda, Md.) · 2025Review
- Review
- Clinically Practical and Affordable Lifestyle Modification to Prevent Diabetes Mellitus in Real Practice.Diabetes & metabolism journal · 2025Review
- Association ofDiagnostics (Basel, Switzerland) · 2025Article
- Artificial Intelligence in Assessing Reproductive Aging: Role of Mitochondria, Oxidative Stress, and Telomere Biology.Diagnostics (Basel, Switzerland) · 2025Review
- Mechanisms and clinical translation of ICOS/ICOSL signaling pathway blockade in delaying vascular complications of type 2 diabetes.Diabetology & metabolic syndrome · 2025Article
- Whole Exome Sequencing in 26 Saudi Patients Expands the Mutational and Clinical Spectrum of Diabetic Nephropathy.Medicina (Kaunas, Lithuania) · 2025Article
- Targeting ER stress in skeletal muscle through physical activity: a strategy for combating neurodegeneration-associated muscle decline.Frontiers in molecular neuroscience · 2025Review
- Exploring Inflammatory Changes in the Peripheral Blood of Type 2 Diabetes Mellitus in China.Journal of inflammation research · 2025Article
- Exploring the Antidiabetic Potential ofPlants (Basel, Switzerland) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The complex and multidimensional landscape of type 2 diabetes mellitus (T2D) is a major global concern. Despite several years of extensive research, the precise underlying causes of T2D remain elusive, but evidence suggests that it is influenced by a myriad of interconnected risk factors such as epigenetics, genetics, gut microbiome, environmental factors, organelle stress, and dietary habits. The number of factors influencing the pathogenesis is increasing day by day which worsens the scenario; meanwhile, the interconnections shoot up the frame. By gaining deeper insights into the contributing factors, we may pave the way for the development of personalized medicine, which could unlock more precise and impactful treatment pathways for individuals with T2D. This review summarizes the state of knowledge about T2D pathogenesis, focusing on the interplay between various risk factors and their implications for future therapeutic strategies. Understanding these factors could lead to tailored treatments targeting specific risk factors and inform prevention efforts on a population level, ultimately improving outcomes for individuals with T2D and reducing its burden globally.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.